From: Improved prediction of missing protein interactome links via anomaly detection
Network | Classifier | Without anomaly detection | With anomaly detection | ||||
---|---|---|---|---|---|---|---|
 |  | Accuracy | F-measure | AUC | Accuracy | F-measure | AUC |
Arabidopsis | SVM | 93.07 | 92.80 | 93.07 | 96.85 | 96.94 | 96.85 |
thaliana | C5.0* | 99.35 | 99.35 | 99.35 | 99.34 | 99.34 | 99.34 |
 | KNN | 94.24 | 93.97 | 94.24 | 98.42 | 98.44 | 98.42 |
 | NB | 62.29 | 40.54 | 62.29 | 84.22 | 82.24 | 84.22 |
Caenorhabditis | SVM | 87.67 | 86.02 | 87.67 | 94.02 | 94.34 | 94.02 |
elegans | C5.0 | 97.81 | 97.78 | 97.81 | 98.30 | 98.32 | 98.30 |
 | KNN | 92.99 | 92.73 | 92.99 | 96.07 | 96.20 | 96.07 |
 | NB | 59.18 | 36.39 | 59.18 | 67.23 | 57.46 | 67.23 |
Mus musculus | SVM | 93.30 | 93.03 | 93.31 | 96.83 | 96.93 | 96.84 |
 | C5.0 | 98.06 | 98.04 | 98.06 | 99.32 | 99.33 | 98.32 |
 | KNN | 94.12 | 93.84 | 94.12 | 98.47 | 98.49 | 98.47 |
 | NB | 60.38 | 35.23 | 60.38 | 79.32 | 75.55 | 79.32 |
Rattus | SVM | 91.65 | 90.79 | 91.65 | 98.79 | 98.81 | 98.79 |
norvegicus | C5.0 | 91.34 | 90.54 | 91.34 | 99.46 | 99.45 | 99.45 |
 | KNN | 88.15 | 86.57 | 88.15 | 99.35 | 99.35 | 99.35 |
 | NB | 66.29 | 49.32 | 66.29 | 84.25 | 82.00 | 84.25 |